IntegraPose, an open-source toolkit for training single, end-to-end models that perform simultaneous behavioral classification and keypoint estimation. IntegraPose leverages YOLO-Pose architectures and transfer learning, enabling researchers to create custom models via a streamlined annotation workflow.

BehaviorScope-X integrates with pose-estimation model-based behavior-classification workflow for multi-animal videos. A pose checkpoint is reused for both keypoint detection and frozen visual feature extraction, while a temporal classifier learns behavior from visual tokens, pose-self features, and inter-animal relational geometry.